{
 "nbformat": 4,
 "nbformat_minor": 0,
 "metadata": {
  "colab": {
   "provenance": []
  },
  "kernelspec": {
   "name": "python3",
   "language": "python",
   "display_name": "Python 3 (ipykernel)"
  },
  "language_info": {
   "name": "python"
  }
 },
 "cells": [
  {
   "cell_type": "markdown",
   "source": [
    "![JohnSnowLabs](https://nlp.johnsnowlabs.com/assets/images/logo.png)\n",
    "\n",
    "[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/nlu/blob/master/examples/colab/ocr/ocr_visual_document_ner.ipynb)\n",
    "\n",
    "\n",
    "## Transformer-Based Document NER\n",
    "\n",
    "![image.png]()\n",
    "\n",
    "You can now extract entities from images as pandas dataframe in 1 line of code, leveraging Spark OCR's VisualDocumentNer class.\n",
    "\n",
    "VisualDocumentNER is a transformer-based model designed for Named Entity Recognition (NER) in documents. It serves as the primary interface for tasks such as detecting keys and values in datasets like FUNSD, representing the structure of a form. These keys and values are typically interconnected using a FormRelationExtractor model.\n",
    "\n",
    "However, some VisualDocumentNER models are trained with a different approach, considering entities in isolation. These entities could be names, places, or medications, and the goal is not to connect these entities to others, but to utilize them individually.\n",
    "\n",
    "Powered by Spark OCR's [VisualDocumentNER](https://nlp.johnsnowlabs.com/docs/en/ocr_visual_document_understanding#visualdocumentner-1)\n",
    "\n",
    "**language**|**nlu.load() reference**|**Spark NLP Model Reference**\n",
    ":-----:|:-----:|:-----:\n",
    "en|lilt\\_roberta\\_funsd\\_v1|[LiLT model finetuned on FUNSD for Key Value Recognition](https://nlp.johnsnowlabs.com/2023/09/14/lilt_roberta_funsd_v1_en_3_2.html)\n"
   ],
   "metadata": {
    "id": "NFMjk5yw6q6h"
   }
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "PIhGRXiLIMGh"
   },
   "source": [
    "# Start the session"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-24T14:04:51.457946700Z",
     "start_time": "2023-10-24T14:04:48.997465600Z"
    },
    "id": "FTvfXPrjIMGi"
   },
   "outputs": [],
   "source": [
    "from johnsnowlabs import nlp\n",
    "nlp.install(visual=True)\n",
    "nlp.start(visual=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Named Entity Recognition"
   ],
   "metadata": {
    "id": "a-FW-MFd7WT1"
   }
  },
  {
   "cell_type": "code",
   "source": [
    "p = nlp.load('en.lilt_roberta_funds.v1')"
   ],
   "metadata": {
    "id": "TsWuGkZt7Vqt",
    "ExecuteTime": {
     "end_time": "2024-02-27T19:17:20.128600700Z",
     "start_time": "2024-02-27T19:17:12.016122700Z"
    }
   },
   "execution_count": 2,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Warning::Spark Session already created, some configs may not take.\n",
      "Warning::Spark Session already created, some configs may not take.\n",
      "lilt_roberta_funsd_v1 download started this may take some time.\n",
      "Approximate size to download 419.6 MB\n"
     ]
    }
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "xM2YC8aXIMGl"
   },
   "source": [
    "### Download and Display Image 🖼️"
   ]
  },
  {
   "cell_type": "code",
   "source": [
    "! wget https://raw.githubusercontent.com/JohnSnowLabs/nlu/tests/datasets/ocr/ocr_ner.png\n",
    "image_path = 'ocr_ner.png'\n",
    "img = mpimg.imread(image_path)\n",
    "imgplot = plt.imshow(img)\n",
    "plt.show()"
   ],
   "metadata": {
    "id": "cFCa4Lth7rjF",
    "ExecuteTime": {
     "end_time": "2024-01-17T21:44:27.360425600Z",
     "start_time": "2024-01-17T21:44:27.066720700Z"
    }
   },
   "execution_count": 25,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "HKeTQHeT70Eq"
   },
   "source": [
    "#### Now let's use these images and let's see what magic nlp can produce in a line 🪄"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "jupyter": {
     "outputs_hidden": false
    },
    "scrolled": true,
    "id": "1NXhj4L1IMGn",
    "outputId": "e7e00473-9bb7-4ec5-a44e-27e63065bfd7",
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "ExecuteTime": {
     "end_time": "2024-02-27T20:03:13.769675Z",
     "start_time": "2024-02-27T20:03:11.332538500Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Warning::Spark Session already created, some configs may not take.\n",
      "|    |   entities_confidence | entities_ner_entity   |   entities_x_location |   entities_y_location | path                                                                |\n",
      "|---:|----------------------:|:----------------------|----------------------:|----------------------:|:--------------------------------------------------------------------|\n",
      "|  0 |                   106 | version               |                  1027 |                    89 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    67 | :                     |                  1027 |                    89 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    95 | study                 |                  1020 |                   128 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    77 | id                    |                  1088 |                   128 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    41 | :                     |                  1088 |                   128 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    86 | institution           |                   407 |                   190 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    45 | name                  |                   667 |                   190 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                   102 | institution           |                   498 |                   276 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    67 | address               |                   618 |                   276 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                   103 | institution           |                   454 |                   339 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    82 | address               |                   575 |                   339 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    98 | line                  |                   673 |                   339 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    72 | #                     |                   724 |                   339 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    65 | 2                     |                   724 |                   339 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    88 | telephone             |                   497 |                   402 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    64 | &                     |                   622 |                   402 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    88 | email                 |                   645 |                   402 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                   108 | name                  |                    58 |                   478 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    84 | :                     |                    58 |                   478 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                   108 | dribbler              |                   143 |                   478 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    86 | ,                     |                   143 |                   478 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                   107 | aaa                   |                   244 |                   483 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                   106 | bbb                   |                   289 |                   478 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                   107 | study                 |                   431 |                   478 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    97 | date                  |                   500 |                   478 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                   103 | :                     |                   500 |                   478 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                   105 | 12                    |                   568 |                   478 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                   100 | -                     |                   568 |                   478 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                   103 | 09                    |                   568 |                   478 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    99 | -                     |                   568 |                   478 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                   101 | 2006                  |                   568 |                   478 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    88 | ,                     |                   568 |                   478 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                   106 | 6                     |                   705 |                   478 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    89 | :                     |                   705 |                   478 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    96 | 34                    |                   705 |                   478 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                   102 | bp                    |                   790 |                   478 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    88 | :                     |                   790 |                   478 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                   108 | 120                   |                   835 |                   478 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                   106 | /                     |                   835 |                   478 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                   106 | 80                    |                   835 |                   478 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    89 | mmhg                  |                   926 |                   478 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                   105 | pm                    |                   432 |                   509 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                   111 | mrn                   |                    58 |                   547 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                   101 | :                     |                    58 |                   547 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    99 | 12341820060912        |                   130 |                   547 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                   108 | patient               |                   432 |                   547 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    70 | location              |                   514 |                   547 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                   104 | :                     |                   514 |                   547 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    63 | room                  |                   626 |                   547 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    99 | hr                    |                   790 |                   547 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    95 | :                     |                   790 |                   547 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                   101 | 100                   |                   840 |                   547 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                   100 | bpm                   |                   883 |                   547 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                   111 | dob                   |                    58 |                   586 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    99 | :                     |                    58 |                   586 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                   106 | 19                    |                   122 |                   586 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                   102 | -                     |                   122 |                   586 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                   105 | 06                    |                   122 |                   586 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                   102 | -                     |                   122 |                   586 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                   105 | 1979                  |                   122 |                   586 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                   100 | (                     |                   258 |                   582 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    81 | dd                    |                   258 |                   582 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    95 | -                     |                   258 |                   582 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    95 | mm                    |                   258 |                   582 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    97 | -                     |                   258 |                   582 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                   100 | gender                |                   431 |                   586 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    99 | :                     |                   431 |                   586 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    72 | male                  |                   530 |                   586 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                   106 | height                |                   790 |                   586 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    95 | :                     |                   790 |                   586 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    88 | 123                   |                   880 |                   586 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    77 | cm                    |                   923 |                   591 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    80 | yyyy                  |                    56 |                   617 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                   109 | age                   |                    56 |                   655 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    92 | :                     |                    56 |                   655 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                   101 | 27                    |                   117 |                   655 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    51 | years                 |                   147 |                   655 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                   103 | weight                |                   788 |                   655 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    98 | :                     |                   788 |                   655 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                   102 | 25                    |                   883 |                   655 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    57 | kg                    |                   914 |                   655 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                   110 | reason                |                    58 |                   697 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    76 | for                   |                   146 |                   697 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    85 | study                 |                   186 |                   697 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    80 | :                     |                   186 |                   697 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                   102 | mi                    |                   268 |                   697 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                   102 | bsa                   |                   790 |                   697 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    94 | :                     |                   790 |                   697 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                   107 | 0                     |                   848 |                   697 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                   105 | .                     |                   848 |                   697 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    97 | 92                    |                   848 |                   697 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    98 | m                     |                   898 |                   697 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                   107 | history               |                    58 |                   739 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    96 | :                     |                    58 |                   739 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                   105 | asfgfdgsdg            |                   153 |                   739 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                   104 | medications           |                    58 |                   778 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    96 | :                     |                    58 |                   778 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                   106 | heparine              |                   211 |                   778 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                   108 | ,                     |                   211 |                   778 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                   105 | paracetamol           |                   323 |                   778 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                   102 | summary               |                    56 |                   827 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    69 | statements            |                   181 |                   827 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    42 | .                     |                   381 |                   866 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    75 | two                   |                   472 |                   866 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    82 | -                     |                   472 |                   866 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    78 | dimensional           |                   472 |                   866 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    97 | transthoracic         |                   668 |                   866 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    85 | echocardiogram        |                   821 |                   866 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    40 | was                   |                  1009 |                   871 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    73 | performed             |                    57 |                   897 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    78 | .                     |                    57 |                   897 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    53 | the                   |                   183 |                   897 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    38 | study                 |                   230 |                   897 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    33 | technically           |                   344 |                   897 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    32 | limited               |                   472 |                   897 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    46 | .                     |                   472 |                   897 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    53 | there                 |                    55 |                   935 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    55 | is                    |                   126 |                   935 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    85 | no                    |                   150 |                   940 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    30 | thrombus              |                   183 |                   935 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    65 | .                     |                   183 |                   935 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                   100 | preliminary           |                    57 |                   966 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    58 | test                  |                   187 |                   962 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    61 | report                |                   238 |                   968 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    75 | .                     |                   238 |                   968 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                   100 | amended               |                    56 |                   997 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                   100 | .                     |                    56 |                   997 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    43 | was                   |                   106 |                  1033 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    57 | .                     |                   382 |                  1028 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    93 | the                   |                    55 |                  1060 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    66 | left                  |                   103 |                  1060 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    63 | ventricle             |                   143 |                  1060 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    75 | is                    |                   248 |                  1060 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    80 | grossly               |                   271 |                  1060 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    53 | normal                |                   358 |                  1060 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    46 | size                  |                   443 |                  1060 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    56 | .                     |                   443 |                  1060 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    92 | the                   |                    55 |                  1091 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    81 | right                 |                   103 |                  1091 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    63 | atrium                |                   160 |                  1091 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    74 | is                    |                   240 |                  1091 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    85 | moderately            |                   264 |                  1091 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    65 | dilated               |                   396 |                  1091 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    73 | .                     |                   396 |                  1091 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                   106 | 213                   |                    56 |                  1185 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    73 | 321                   |                    56 |                  1216 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                   101 | 321                   |                    56 |                  1247 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    82 | 231                   |                    56 |                  1278 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    89 | 231                   |                    56 |                  1310 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    87 | 3                     |                    56 |                  1341 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    90 | 21421                 |                    56 |                  1372 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    80 | yeyeyyayaya           |                    55 |                  1409 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    81 | left                  |                    57 |                  1480 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    56 | ventricle             |                   107 |                  1480 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    88 | the                   |                    55 |                  1519 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    60 | left                  |                   103 |                  1519 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    45 | ventricle             |                   143 |                  1519 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    64 | is                    |                   248 |                  1519 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    75 | grossly               |                   271 |                  1519 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    48 | normal                |                   357 |                  1519 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    41 | size                  |                   442 |                  1519 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    53 | .                     |                   442 |                  1519 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    61 | there                 |                   496 |                  1519 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    57 | is                    |                   567 |                  1519 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    46 | no                    |                   591 |                  1524 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    45 | thrombus              |                   623 |                  1519 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    65 | .                     |                   623 |                  1519 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    76 | there                 |                   745 |                  1519 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    56 | is                    |                   816 |                  1519 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    68 | global                |                   839 |                  1519 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    81 | thinning              |                   913 |                  1519 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    83 | of                    |                  1014 |                  1519 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    58 | the                   |                  1041 |                  1519 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    76 | left                  |                  1085 |                  1519 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    62 | ventricular           |                    55 |                  1546 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    55 | walls                 |                   177 |                  1550 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    81 | .                     |                   177 |                  1550 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    79 | atria                 |                    55 |                  1591 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    89 | the                   |                    55 |                  1630 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    70 | left                  |                   103 |                  1630 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    59 | atrial                |                   144 |                  1630 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    53 | size                  |                   206 |                  1630 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    60 | is                    |                   256 |                  1630 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    76 | normal                |                   280 |                  1630 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    89 | .                     |                   280 |                  1630 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    79 | right                 |                   371 |                  1630 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    58 | atrium                |                   434 |                  1630 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    75 | is                    |                   515 |                  1630 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    78 | small                 |                   538 |                  1630 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    91 | .                     |                   538 |                  1630 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    90 | the                   |                   609 |                  1630 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    72 | right                 |                   658 |                  1630 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    66 | atrium                |                   715 |                  1630 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    71 | is                    |                   796 |                  1630 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    91 | moderately            |                   820 |                  1630 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    72 | dilated               |                   952 |                  1630 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    93 | .                     |                   952 |                  1630 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n"
     ]
    }
   ],
   "source": [
    "dfs = p.predict(image_path,output_level='chunk')\n",
    "print(dfs.to_markdown())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "id": "xOFrxc_-IMGn"
   },
   "source": [
    "#### Now let's predict on other images 🖼️"
   ]
  },
  {
   "cell_type": "code",
   "source": [
    "! wget https://raw.githubusercontent.com/JohnSnowLabs/nlu/tests/datasets/ocr/ocr_test.png\n",
    "image_path = 'ocr_test.png'\n",
    "img = mpimg.imread(image_path)\n",
    "imgplot = plt.imshow(img)\n",
    "plt.show()"
   ],
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 626
    },
    "id": "Ziw4VTHLgPvy",
    "outputId": "6ba253c9-6f7e-472f-8646-240b4798ede4",
    "ExecuteTime": {
     "end_time": "2024-01-18T00:27:14.908237300Z",
     "start_time": "2024-01-18T00:27:14.469691600Z"
    }
   },
   "execution_count": 35,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Warning::Spark Session already created, some configs may not take.\n",
      "|    |   entities_confidence | entities_ner_entity   |   entities_x_location |   entities_y_location | path                                                                 |\n",
      "|---:|----------------------:|:----------------------|----------------------:|----------------------:|:---------------------------------------------------------------------|\n",
      "|  0 |                    82 | selected              |                    61 |                    28 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    88 | balance               |                   135 |                    28 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    78 | sheet                 |                   202 |                    28 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    62 | information           |                   251 |                    28 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    83 | and                   |                   343 |                    28 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    80 | the                   |                   377 |                    28 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    67 | income                |                   408 |                    28 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    63 | statement             |                   470 |                    28 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    68 | for                   |                   552 |                    28 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    73 | fountainhead          |                   579 |                    28 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    58 | corporation           |                   692 |                    28 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    85 | for                   |                   789 |                    28 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    77 | the                   |                   815 |                    28 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    81 | current               |                   845 |                    28 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    96 | year                  |                    60 |                    52 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    81 | are                   |                   100 |                    52 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    83 | presented             |                   131 |                    48 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    71 | below                 |                   215 |                    48 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    44 | .                     |                   215 |                    48 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    98 | selected              |                   159 |                    90 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    85 | balance               |                   234 |                    91 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    60 | sheet                 |                   302 |                    90 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    92 | accounts              |                   353 |                    91 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                   104 | prior                 |                   331 |                   111 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    77 | year                  |                   372 |                   111 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                   104 | current               |                   423 |                   111 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    62 | year                  |                   487 |                   111 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                   100 | accounts              |                    70 |                   132 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    79 | receivable            |                   149 |                   132 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    48 | $                     |                   318 |                   131 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                   101 | 21                    |                   341 |                   132 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    76 | ,                     |                   341 |                   132 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    71 | 300                   |                   341 |                   132 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                   101 | $                     |                   435 |                   131 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    84 | 14                    |                   435 |                   131 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    82 | ,                     |                   435 |                   131 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    83 | 500                   |                   435 |                   131 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    68 | merchandise           |                    71 |                   152 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    59 | inventory             |                   178 |                   152 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                   104 | 29                    |                   341 |                   152 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    74 | ,                     |                   341 |                   152 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    69 | 000                   |                   341 |                   152 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                   103 | 31                    |                   445 |                   152 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    87 | ,                     |                   445 |                   152 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    85 | 900                   |                   445 |                   152 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    77 | prepaid               |                    71 |                   173 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    39 | rent                  |                   137 |                   173 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                   105 | 1                     |                   352 |                   173 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    71 | ,                     |                   352 |                   173 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    75 | 900                   |                   352 |                   173 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    94 | accounts              |                    70 |                   193 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    69 | payable               |                   149 |                   193 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                   105 | 16                    |                   342 |                   193 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    93 | ,                     |                   342 |                   193 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    94 | 400                   |                   342 |                   193 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                   103 | 21                    |                   445 |                   193 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    85 | ,                     |                   445 |                   193 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    83 | 200                   |                   445 |                   193 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                   106 | salaries              |                    70 |                   214 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    73 | and                   |                   140 |                   214 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    85 | wages                 |                   174 |                   214 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    56 | payable               |                   234 |                   214 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                   103 | 3                     |                   351 |                   214 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    94 | ,                     |                   351 |                   214 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    90 | 800                   |                   351 |                   214 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                   104 | 5                     |                   455 |                   214 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    79 | ,                     |                   455 |                   214 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    77 | 700                   |                   455 |                   214 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    60 | f                     |                    60 |                   241 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    91 | income                |                   160 |                   304 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    67 | statement             |                   222 |                   304 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                   106 | sales                 |                    70 |                   324 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    86 | revenue               |                   120 |                   324 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                   101 | $                     |                   316 |                   323 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    87 | 435                   |                   316 |                   323 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    77 | ,                     |                   316 |                   323 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    82 | 000                   |                   316 |                   323 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    98 | expenses              |                    71 |                   345 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    90 | :                     |                    71 |                   345 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                   104 | cost                  |                    85 |                   365 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    67 | of                    |                   127 |                   365 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    70 | goods                 |                   147 |                   365 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    51 | sold                  |                   204 |                   365 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                   104 | 252                   |                   326 |                   365 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    96 | ,                     |                   326 |                   365 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    96 | 000                   |                   326 |                   365 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                   103 | depreciation          |                    86 |                   386 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    62 | expense               |                   191 |                   386 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                   103 | 29                    |                   335 |                   386 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    95 | ,                     |                   335 |                   386 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    96 | 000                   |                   335 |                   386 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    98 | salaries              |                    85 |                   406 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    80 | expense               |                   155 |                   406 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                   104 | 43                    |                   335 |                   406 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                   101 | ,                     |                   335 |                   406 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                   103 | 500                   |                   335 |                   406 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                   100 | rent                  |                    86 |                   427 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    84 | expense               |                   128 |                   427 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                   105 | 17                    |                   337 |                   427 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    99 | ,                     |                   337 |                   427 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                   101 | 400                   |                   337 |                   427 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    95 | insurance             |                    86 |                   447 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    68 | expense               |                   169 |                   447 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                   105 | 17                    |                   337 |                   447 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                   101 | ,                     |                   337 |                   447 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                   103 | 400                   |                   337 |                   447 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    97 | interest              |                    86 |                   468 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    74 | expense               |                   150 |                   468 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                   105 | 15                    |                   337 |                   468 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                   100 | ,                     |                   337 |                   468 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                   102 | 950                   |                   337 |                   468 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    96 | utilities             |                    86 |                   488 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    70 | expense               |                   148 |                   488 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                   105 | 14                    |                   337 |                   488 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                   102 | ,                     |                   337 |                   488 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                   104 | 500                   |                   337 |                   488 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    90 | net                   |                    71 |                   551 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    65 | income                |                   104 |                   551 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    72 | $                     |                   316 |                   550 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    91 | 45                    |                   335 |                   551 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    71 | ,                     |                   335 |                   551 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    83 | 250                   |                   335 |                   551 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n"
     ]
    }
   ],
   "source": [
    "dfs = p.predict(image_path)\n",
    "print(dfs.to_markdown())"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-02-27T20:02:49.917229500Z",
     "start_time": "2024-02-27T20:02:47.620397700Z"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "#### Or predict on an array of file paths"
   ],
   "metadata": {
    "id": "VAdDQFT8oWx-"
   }
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "scrolled": true,
    "id": "x1omsXNcIMGo",
    "outputId": "5d00a0e9-1d2d-4463-98c9-9feb0fb51387",
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "ExecuteTime": {
     "end_time": "2024-02-27T20:02:35.143788600Z",
     "start_time": "2024-02-27T20:02:29.507955300Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Warning::Spark Session already created, some configs may not take.\n",
      "|    |   entities_confidence | entities_ner_entity   |   entities_x_location |   entities_y_location | path                                                                 |\n",
      "|---:|----------------------:|:----------------------|----------------------:|----------------------:|:---------------------------------------------------------------------|\n",
      "|  0 |                    82 | selected              |                    61 |                    28 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    88 | balance               |                   135 |                    28 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    78 | sheet                 |                   202 |                    28 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    62 | information           |                   251 |                    28 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    83 | and                   |                   343 |                    28 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    80 | the                   |                   377 |                    28 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    67 | income                |                   408 |                    28 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    63 | statement             |                   470 |                    28 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    68 | for                   |                   552 |                    28 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    73 | fountainhead          |                   579 |                    28 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    58 | corporation           |                   692 |                    28 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    85 | for                   |                   789 |                    28 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    77 | the                   |                   815 |                    28 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    81 | current               |                   845 |                    28 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    96 | year                  |                    60 |                    52 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    81 | are                   |                   100 |                    52 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    83 | presented             |                   131 |                    48 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    71 | below                 |                   215 |                    48 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    44 | .                     |                   215 |                    48 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    98 | selected              |                   159 |                    90 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    85 | balance               |                   234 |                    91 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    60 | sheet                 |                   302 |                    90 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    92 | accounts              |                   353 |                    91 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                   104 | prior                 |                   331 |                   111 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    77 | year                  |                   372 |                   111 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                   104 | current               |                   423 |                   111 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    62 | year                  |                   487 |                   111 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                   100 | accounts              |                    70 |                   132 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    79 | receivable            |                   149 |                   132 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    48 | $                     |                   318 |                   131 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                   101 | 21                    |                   341 |                   132 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    76 | ,                     |                   341 |                   132 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    71 | 300                   |                   341 |                   132 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                   101 | $                     |                   435 |                   131 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    84 | 14                    |                   435 |                   131 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    82 | ,                     |                   435 |                   131 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    83 | 500                   |                   435 |                   131 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    68 | merchandise           |                    71 |                   152 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    59 | inventory             |                   178 |                   152 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                   104 | 29                    |                   341 |                   152 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    74 | ,                     |                   341 |                   152 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    69 | 000                   |                   341 |                   152 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                   103 | 31                    |                   445 |                   152 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    87 | ,                     |                   445 |                   152 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    85 | 900                   |                   445 |                   152 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    77 | prepaid               |                    71 |                   173 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    39 | rent                  |                   137 |                   173 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                   105 | 1                     |                   352 |                   173 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    71 | ,                     |                   352 |                   173 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    75 | 900                   |                   352 |                   173 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    94 | accounts              |                    70 |                   193 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    69 | payable               |                   149 |                   193 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                   105 | 16                    |                   342 |                   193 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    93 | ,                     |                   342 |                   193 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    94 | 400                   |                   342 |                   193 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                   103 | 21                    |                   445 |                   193 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    85 | ,                     |                   445 |                   193 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    83 | 200                   |                   445 |                   193 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                   106 | salaries              |                    70 |                   214 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    73 | and                   |                   140 |                   214 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    85 | wages                 |                   174 |                   214 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    56 | payable               |                   234 |                   214 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                   103 | 3                     |                   351 |                   214 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    94 | ,                     |                   351 |                   214 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    90 | 800                   |                   351 |                   214 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                   104 | 5                     |                   455 |                   214 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    79 | ,                     |                   455 |                   214 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    77 | 700                   |                   455 |                   214 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    60 | f                     |                    60 |                   241 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    91 | income                |                   160 |                   304 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    67 | statement             |                   222 |                   304 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                   106 | sales                 |                    70 |                   324 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    86 | revenue               |                   120 |                   324 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                   101 | $                     |                   316 |                   323 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    87 | 435                   |                   316 |                   323 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    77 | ,                     |                   316 |                   323 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    82 | 000                   |                   316 |                   323 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    98 | expenses              |                    71 |                   345 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    90 | :                     |                    71 |                   345 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                   104 | cost                  |                    85 |                   365 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    67 | of                    |                   127 |                   365 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    70 | goods                 |                   147 |                   365 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    51 | sold                  |                   204 |                   365 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                   104 | 252                   |                   326 |                   365 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    96 | ,                     |                   326 |                   365 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    96 | 000                   |                   326 |                   365 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                   103 | depreciation          |                    86 |                   386 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    62 | expense               |                   191 |                   386 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                   103 | 29                    |                   335 |                   386 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    95 | ,                     |                   335 |                   386 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    96 | 000                   |                   335 |                   386 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    98 | salaries              |                    85 |                   406 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    80 | expense               |                   155 |                   406 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                   104 | 43                    |                   335 |                   406 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                   101 | ,                     |                   335 |                   406 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                   103 | 500                   |                   335 |                   406 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                   100 | rent                  |                    86 |                   427 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    84 | expense               |                   128 |                   427 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                   105 | 17                    |                   337 |                   427 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    99 | ,                     |                   337 |                   427 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                   101 | 400                   |                   337 |                   427 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    95 | insurance             |                    86 |                   447 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    68 | expense               |                   169 |                   447 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                   105 | 17                    |                   337 |                   447 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                   101 | ,                     |                   337 |                   447 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                   103 | 400                   |                   337 |                   447 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    97 | interest              |                    86 |                   468 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    74 | expense               |                   150 |                   468 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                   105 | 15                    |                   337 |                   468 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                   100 | ,                     |                   337 |                   468 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                   102 | 950                   |                   337 |                   468 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    96 | utilities             |                    86 |                   488 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    70 | expense               |                   148 |                   488 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                   105 | 14                    |                   337 |                   488 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                   102 | ,                     |                   337 |                   488 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                   104 | 500                   |                   337 |                   488 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    90 | net                   |                    71 |                   551 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    65 | income                |                   104 |                   551 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    72 | $                     |                   316 |                   550 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    91 | 45                    |                   335 |                   551 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    71 | ,                     |                   335 |                   551 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "|  0 |                    83 | 250                   |                   335 |                   551 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_test.png |\n",
      "Warning::Spark Session already created, some configs may not take.\n",
      "|    |   entities_confidence | entities_ner_entity   |   entities_x_location |   entities_y_location | path                                                                |\n",
      "|---:|----------------------:|:----------------------|----------------------:|----------------------:|:--------------------------------------------------------------------|\n",
      "|  0 |                   106 | version               |                  1027 |                    89 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    67 | :                     |                  1027 |                    89 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    95 | study                 |                  1020 |                   128 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    77 | id                    |                  1088 |                   128 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    41 | :                     |                  1088 |                   128 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    86 | institution           |                   407 |                   190 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    45 | name                  |                   667 |                   190 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                   102 | institution           |                   498 |                   276 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    67 | address               |                   618 |                   276 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                   103 | institution           |                   454 |                   339 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    82 | address               |                   575 |                   339 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    98 | line                  |                   673 |                   339 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    72 | #                     |                   724 |                   339 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    65 | 2                     |                   724 |                   339 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    88 | telephone             |                   497 |                   402 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    64 | &                     |                   622 |                   402 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    88 | email                 |                   645 |                   402 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                   108 | name                  |                    58 |                   478 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    84 | :                     |                    58 |                   478 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                   108 | dribbler              |                   143 |                   478 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    86 | ,                     |                   143 |                   478 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                   107 | aaa                   |                   244 |                   483 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                   106 | bbb                   |                   289 |                   478 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                   107 | study                 |                   431 |                   478 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    97 | date                  |                   500 |                   478 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                   103 | :                     |                   500 |                   478 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                   105 | 12                    |                   568 |                   478 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                   100 | -                     |                   568 |                   478 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                   103 | 09                    |                   568 |                   478 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    99 | -                     |                   568 |                   478 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                   101 | 2006                  |                   568 |                   478 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    88 | ,                     |                   568 |                   478 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                   106 | 6                     |                   705 |                   478 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    89 | :                     |                   705 |                   478 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    96 | 34                    |                   705 |                   478 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                   102 | bp                    |                   790 |                   478 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    88 | :                     |                   790 |                   478 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                   108 | 120                   |                   835 |                   478 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                   106 | /                     |                   835 |                   478 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                   106 | 80                    |                   835 |                   478 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    89 | mmhg                  |                   926 |                   478 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                   105 | pm                    |                   432 |                   509 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                   111 | mrn                   |                    58 |                   547 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                   101 | :                     |                    58 |                   547 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    99 | 12341820060912        |                   130 |                   547 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                   108 | patient               |                   432 |                   547 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    70 | location              |                   514 |                   547 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                   104 | :                     |                   514 |                   547 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    63 | room                  |                   626 |                   547 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    99 | hr                    |                   790 |                   547 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    95 | :                     |                   790 |                   547 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                   101 | 100                   |                   840 |                   547 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                   100 | bpm                   |                   883 |                   547 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                   111 | dob                   |                    58 |                   586 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    99 | :                     |                    58 |                   586 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                   106 | 19                    |                   122 |                   586 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                   102 | -                     |                   122 |                   586 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                   105 | 06                    |                   122 |                   586 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                   102 | -                     |                   122 |                   586 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                   105 | 1979                  |                   122 |                   586 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                   100 | (                     |                   258 |                   582 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    81 | dd                    |                   258 |                   582 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    95 | -                     |                   258 |                   582 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    95 | mm                    |                   258 |                   582 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    97 | -                     |                   258 |                   582 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                   100 | gender                |                   431 |                   586 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    99 | :                     |                   431 |                   586 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    72 | male                  |                   530 |                   586 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                   106 | height                |                   790 |                   586 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    95 | :                     |                   790 |                   586 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    88 | 123                   |                   880 |                   586 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    77 | cm                    |                   923 |                   591 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    80 | yyyy                  |                    56 |                   617 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                   109 | age                   |                    56 |                   655 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    92 | :                     |                    56 |                   655 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                   101 | 27                    |                   117 |                   655 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    51 | years                 |                   147 |                   655 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                   103 | weight                |                   788 |                   655 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    98 | :                     |                   788 |                   655 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                   102 | 25                    |                   883 |                   655 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    57 | kg                    |                   914 |                   655 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                   110 | reason                |                    58 |                   697 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    76 | for                   |                   146 |                   697 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    85 | study                 |                   186 |                   697 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    80 | :                     |                   186 |                   697 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                   102 | mi                    |                   268 |                   697 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                   102 | bsa                   |                   790 |                   697 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    94 | :                     |                   790 |                   697 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                   107 | 0                     |                   848 |                   697 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                   105 | .                     |                   848 |                   697 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    97 | 92                    |                   848 |                   697 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    98 | m                     |                   898 |                   697 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                   107 | history               |                    58 |                   739 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    96 | :                     |                    58 |                   739 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                   105 | asfgfdgsdg            |                   153 |                   739 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                   104 | medications           |                    58 |                   778 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    96 | :                     |                    58 |                   778 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                   106 | heparine              |                   211 |                   778 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                   108 | ,                     |                   211 |                   778 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                   105 | paracetamol           |                   323 |                   778 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                   102 | summary               |                    56 |                   827 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    69 | statements            |                   181 |                   827 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    42 | .                     |                   381 |                   866 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    75 | two                   |                   472 |                   866 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    82 | -                     |                   472 |                   866 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    78 | dimensional           |                   472 |                   866 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    97 | transthoracic         |                   668 |                   866 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    85 | echocardiogram        |                   821 |                   866 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    40 | was                   |                  1009 |                   871 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    73 | performed             |                    57 |                   897 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    78 | .                     |                    57 |                   897 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    53 | the                   |                   183 |                   897 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    38 | study                 |                   230 |                   897 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    33 | technically           |                   344 |                   897 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    32 | limited               |                   472 |                   897 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    46 | .                     |                   472 |                   897 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    53 | there                 |                    55 |                   935 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    55 | is                    |                   126 |                   935 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    85 | no                    |                   150 |                   940 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    30 | thrombus              |                   183 |                   935 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    65 | .                     |                   183 |                   935 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                   100 | preliminary           |                    57 |                   966 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    58 | test                  |                   187 |                   962 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    61 | report                |                   238 |                   968 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    75 | .                     |                   238 |                   968 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                   100 | amended               |                    56 |                   997 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                   100 | .                     |                    56 |                   997 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    43 | was                   |                   106 |                  1033 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    57 | .                     |                   382 |                  1028 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    93 | the                   |                    55 |                  1060 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    66 | left                  |                   103 |                  1060 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    63 | ventricle             |                   143 |                  1060 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    75 | is                    |                   248 |                  1060 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    80 | grossly               |                   271 |                  1060 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    53 | normal                |                   358 |                  1060 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    46 | size                  |                   443 |                  1060 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    56 | .                     |                   443 |                  1060 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    92 | the                   |                    55 |                  1091 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    81 | right                 |                   103 |                  1091 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    63 | atrium                |                   160 |                  1091 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    74 | is                    |                   240 |                  1091 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    85 | moderately            |                   264 |                  1091 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    65 | dilated               |                   396 |                  1091 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    73 | .                     |                   396 |                  1091 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                   106 | 213                   |                    56 |                  1185 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    73 | 321                   |                    56 |                  1216 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                   101 | 321                   |                    56 |                  1247 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    82 | 231                   |                    56 |                  1278 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    89 | 231                   |                    56 |                  1310 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    87 | 3                     |                    56 |                  1341 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    90 | 21421                 |                    56 |                  1372 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    80 | yeyeyyayaya           |                    55 |                  1409 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    81 | left                  |                    57 |                  1480 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    56 | ventricle             |                   107 |                  1480 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    88 | the                   |                    55 |                  1519 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    60 | left                  |                   103 |                  1519 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    45 | ventricle             |                   143 |                  1519 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    64 | is                    |                   248 |                  1519 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    75 | grossly               |                   271 |                  1519 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    48 | normal                |                   357 |                  1519 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    41 | size                  |                   442 |                  1519 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    53 | .                     |                   442 |                  1519 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    61 | there                 |                   496 |                  1519 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    57 | is                    |                   567 |                  1519 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    46 | no                    |                   591 |                  1524 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    45 | thrombus              |                   623 |                  1519 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    65 | .                     |                   623 |                  1519 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    76 | there                 |                   745 |                  1519 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    56 | is                    |                   816 |                  1519 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    68 | global                |                   839 |                  1519 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    81 | thinning              |                   913 |                  1519 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    83 | of                    |                  1014 |                  1519 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    58 | the                   |                  1041 |                  1519 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    76 | left                  |                  1085 |                  1519 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    62 | ventricular           |                    55 |                  1546 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    55 | walls                 |                   177 |                  1550 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    81 | .                     |                   177 |                  1550 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    79 | atria                 |                    55 |                  1591 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    89 | the                   |                    55 |                  1630 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    70 | left                  |                   103 |                  1630 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    59 | atrial                |                   144 |                  1630 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    53 | size                  |                   206 |                  1630 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    60 | is                    |                   256 |                  1630 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    76 | normal                |                   280 |                  1630 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    89 | .                     |                   280 |                  1630 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    79 | right                 |                   371 |                  1630 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    58 | atrium                |                   434 |                  1630 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    75 | is                    |                   515 |                  1630 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    78 | small                 |                   538 |                  1630 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    91 | .                     |                   538 |                  1630 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    90 | the                   |                   609 |                  1630 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    72 | right                 |                   658 |                  1630 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    66 | atrium                |                   715 |                  1630 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    71 | is                    |                   796 |                  1630 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    91 | moderately            |                   820 |                  1630 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    72 | dilated               |                   952 |                  1630 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n",
      "|  0 |                    93 | .                     |                   952 |                  1630 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |\n"
     ]
    }
   ],
   "source": [
    "file_paths = ['ocr_test.png', 'ocr_ner.png']\n",
    "for path in file_paths:\n",
    "    dfs = p.predict(path, output_level='chunk')\n",
    "    print(dfs.to_markdown())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-02-27T19:24:32.737228900Z",
     "start_time": "2024-02-27T19:24:32.736018600Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false
   }
  }
 ]
}
